Article
Learning monotonic genotype-phenotype maps.
Statistical applications in genetics and molecular biology - 1 Jan 2011
Beerenwinkel Niko, Knupfer Patrick, Tresch Achim
Abstract excerpt
Evolutionary escape of pathogens from the selective pressure of immune responses and from medical interventions is driven by the accumulation of mutations. We introduce a statistical model for jointly estimating the dynamics and dependencies among genetic alterations and the associated phenotypic changes. The model integrates conjunctive Bayesian networks, which define a partial order on the occurrences of...
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